Domain Adaptation meets Individual Fairness. And they get along

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Domain Adaptation meets Individual Fairness. And they get along

1 May 2022

Debarghya Mukherjee

Mikhail Yurochkin

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Papers citing "Domain Adaptation meets Individual Fairness. And they get along"

12 / 12 papers shown

Title
Revisiting Technical Bias Mitigation Strategies Abdoul Jalil Djiberou Mahamadou Artem A. Trotsyuk 116 1 0 22 Oct 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 118 11 0 11 Jul 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 110 2 0 20 Feb 2024
A Note on Bias to Complete Jia Xu Mona Diab 128 2 0 18 Feb 2024
Certification of Distributional Individual Fairness Matthew Wicker Vihari Piratla Adrian Weller 59 1 0 20 Nov 2023
Adapting Machine Learning Diagnostic Models to New Populations Using a Small Amount of Data: Results from Clinical Neuroscience Rongguang Wang G. Erus Pratik Chaudhari Christos Davatzikos OOD 77 4 0 06 Aug 2023
Are demographically invariant models and representations in medical imaging fair? Eike Petersen Enzo Ferrante M. Ganz Aasa Feragen MedIm 107 10 0 02 May 2023
Fairness in Visual Clustering: A Novel Transformer Clustering Approach Xuan-Bac Nguyen C. Duong Marios Savvides Kaushik Roy Hugh Churchill Khoa Luu 108 9 0 14 Apr 2023
Chasing Fairness Under Distribution Shift: A Model Weight Perturbation Approach Zhimeng Jiang Xiaotian Han Hongye Jin Guanchu Wang Rui Chen Na Zou Helen Zhou 95 14 0 06 Mar 2023
Domain Adaptive Decision Trees: Implications for Accuracy and Fairness J. Álvarez Kristen M. Scott Salvatore Ruggieri Bettina Berendt 72 7 0 27 Feb 2023
Retiring $Δ$ DP: New Distribution-Level Metrics for Demographic Parity Xiaotian Han Zhimeng Jiang Hongye Jin Zirui Liu Na Zou Qifan Wang Helen Zhou 106 4 0 31 Jan 2023
A Survey on Preserving Fairness Guarantees in Changing Environments Ainhize Barrainkua Paula Gordaliza Jose A. Lozano Novi Quadrianto FaML 83 3 0 14 Nov 2022